Paper Citation Record · LEDGER

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems

As of 5 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2509.09499.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.09499 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:02:57.067392Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8ec2b42-f84b-4583-ba3d-f09915d14efd · outbound

This paper cites CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communications,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems CDDM: Channel Denoising Diffusion Models for Wireless Semantic Communications,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.017481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 945358bb-aa31-478b-bdac-46dc296ecf03 · outbound

This paper cites Semantic successive refinement: A generative ai-aided semantic communication framework,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Semantic successive refinement: A generative ai-aided semantic communication framework,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.021130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0b7dbc-97d4-49eb-ad16-e1fc63b60223 · outbound

This paper cites ICDM: Interference Cancellation Diffusion Models for Wireless Semantic Communications.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems ICDM: Interference Cancellation Diffusion Models for Wireless Semantic Communications

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.023926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b8abc4a-07ac-4acf-a06f-5eca06ab3c4d · outbound

This paper cites Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Semantics-Guided Diffusion for Deep Joint Source-Channel Coding in Wireless Image Transmission

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.026958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0811e6d6-c909-4575-b10b-b357032abcaf · outbound

This paper cites High Perceptual Quality Wireless Image Delivery with Denois- ing Diffusion Models,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems High Perceptual Quality Wireless Image Delivery with Denois- ing Diffusion Models,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.030101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1706ed39-ef64-4dc7-8c9a-70d149d4d26e · outbound

This paper cites Deep Joint Source-Channel Coding for Wireless Image Transmission,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Deep Joint Source-Channel Coding for Wireless Image Transmission,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.032769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c08b22-0611-4c0b-b1a2-b280f2e0241b · outbound

This paper cites Vi- sion transformer for adaptive image transmission over MIMO channels,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Vi- sion transformer for adaptive image transmission over MIMO channels,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.035742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f8008a-4e3e-4ae7-bcea-fa9d2d6641a5 · outbound

This paper cites SwinJSCC: Taming Swin Transformer for Deep Joint Source- Channel Coding,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems SwinJSCC: Taming Swin Transformer for Deep Joint Source- Channel Coding,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.038326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62f5bdb0-9a93-4c3e-8d35-a83a058777da · outbound

This paper cites MambaJSCC: Adaptive Deep Joint Source-Channel Coding with Generalized State Space Model.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems MambaJSCC: Adaptive Deep Joint Source-Channel Coding with Generalized State Space Model

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.040777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27874e01-b150-49d2-a28b-ce62038c3967 · outbound

This paper cites Nonlinear Transform Source-Channel Coding for Semantic Communications,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Nonlinear Transform Source-Channel Coding for Semantic Communications,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.043520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89a9d68-cbf5-4194-9d9d-7cb73a9d6a9a · outbound

This paper cites Deep Joint Source-Channel Coding for Wireless Image Trans- mission with Entropy-Aware Adaptive Rate Control,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Deep Joint Source-Channel Coding for Wireless Image Trans- mission with Entropy-Aware Adaptive Rate Control,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.046185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1782d62-f4f1-4f6a-950c-39c1c4e2d9dc · outbound

This paper cites Feature Importance-Aware Deep Joint Source-Channel Coding for Computationally Efficient and Adjustable Image Transmission.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Feature Importance-Aware Deep Joint Source-Channel Coding for Computationally Efficient and Adjustable Image Transmission

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.048694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9689af7f-37e0-408a-a481-26873971507f · outbound

This paper cites Denoising diffusion probabilistic models,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Denoising diffusion probabilistic models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.052154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53274ce4-ec9c-44bd-b47c-ca3d8aefaea7 · outbound

This paper cites Segment Anything,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Segment Anything,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.054595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04e64091-bc08-43f6-9e09-8c3b783f880e · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.057086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c2052a-3fae-471b-b757-a0a5a1cb5002 · outbound

This paper cites BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Un- derstanding and Generation,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Un- derstanding and Generation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.060063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb2421b0-4afb-435b-b98f-24b7a2931207 · outbound

This paper cites High-Resolution Image Synthesis with Latent Diffusion Models,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems High-Resolution Image Synthesis with Latent Diffusion Models,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.062518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fcda2db-6dbe-4c5d-8d6f-15ca9340fb14 · outbound

This paper cites DiffCom: Channel Received Signal Is a Natural Condition to Guide Diffusion Posterior Sampling,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems DiffCom: Channel Received Signal Is a Natural Condition to Guide Diffusion Posterior Sampling,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.064911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e7685a8-9121-440c-9969-476d96a3abfa · outbound

This paper cites Region-of-Interest-Guided Deep Joint Source-Channel Coding for Image Transmission,.

Mixture of Semantics Transmission for Generative AI-Enabled Semantic Communication Systems Region-of-Interest-Guided Deep Joint Source-Channel Coding for Image Transmission,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T19:02:57.067392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.